{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "f6fad05b-e9ef-4ae9-a126-dc0d1ce9942c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#!/usr/bin/env python\n",
    "# Note: This demo is a repeat of wp_2d, but using WaveletPacketND instead\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from pywt import WaveletPacketND\n",
    "import pywt.data\n",
    "\n",
    "\n",
    "arr = pywt.data.aero()\n",
    "\n",
    "maxlevel = 2\n",
    "wp2 = WaveletPacketND(arr, 'db2', 'symmetric', maxlevel=maxlevel)\n",
    "\n",
    "# Show original figure\n",
    "plt.imshow(arr, interpolation=\"nearest\", cmap=plt.cm.gray)\n",
    "\n",
    "fig = plt.figure()\n",
    "i = 1\n",
    "nsubplots = len(wp2.get_level(maxlevel, 'natural'))\n",
    "nrows = int(np.floor(np.sqrt(nsubplots)))\n",
    "ncols = int(np.ceil(nsubplots/nrows))\n",
    "for node in wp2.get_level(maxlevel, 'natural'):\n",
    "    ax = fig.add_subplot(nrows, ncols, i)\n",
    "    ax.set_title(\"%s\" % (node.path_tuple, ))\n",
    "    ax.imshow(np.sqrt(np.abs(node.data)), origin='upper',\n",
    "              interpolation=\"nearest\", cmap=plt.cm.gray)\n",
    "    ax.set_axis_off()\n",
    "    i += 1\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "93ccc55d-cbec-4b7d-b446-53e7f128d7a2",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
